Calculations and charts - Italian provinces (by region) - COVID-19 Epidemic
Marcelo Eduardo Redoschi
lun 14 mar 2022 11:41:27 CET
Based on the Protezione Civile Dataset and adjusted for the ISTAT (National Statistics Institute) regional and provincial nomenclature
Source: dpc-covid19-ita-province.csv, own calculations
Province trends observed on 2022-03-13
## daily_growth per_capita trend total_cases
## Min. :0.0800 Min. : 78.76 Min. :-0.72000 Min. : 11712
## 1st Qu.:0.2000 1st Qu.:183.66 1st Qu.:-0.06000 1st Qu.: 52897
## Median :0.3500 Median :217.79 Median :-0.03000 Median : 76322
## Mean :0.4328 Mean :212.70 Mean :-0.03645 Mean :122684
## 3rd Qu.:0.5800 3rd Qu.:239.54 3rd Qu.: 0.00000 3rd Qu.:139316
## Max. :1.3000 Max. :367.03 Max. : 0.32000 Max. :840533With an augmenting rate of increase in the number of cases
## province total_cases daily_growth trend per_capita
## 1 Messina 112245 1.19 0.32 179.05
## 2 Rieti 33595 0.85 0.25 216.04
## 3 Isernia 11712 0.80 0.19 138.80
## 4 Ascoli Piceno 45486 0.81 0.17 219.55
## 5 Fermo 40294 0.75 0.16 231.84
## 6 Macerata 69565 0.67 0.14 221.42
## 7 Campobasso 30708 0.85 0.13 138.80
## 8 Pesaro e Urbino 71141 0.42 0.08 198.23
## 9 Ancona 106170 0.56 0.08 225.30
## 10 Frosinone 88287 0.75 0.06 180.52
## 11 L'Aquila 60171 0.60 0.05 201.22
## 12 La Spezia 47817 0.43 0.04 217.79
## 13 Sondrio 40732 0.27 0.04 224.92
## 14 Teramo 68798 0.54 0.03 223.33
## 15 Avellino 63618 0.79 0.02 152.08
## 16 Forlì-Cesena 123801 0.25 0.02 313.72
## 17 Gorizia 35555 0.19 0.02 255.05
## 18 Roma 840533 0.56 0.02 193.57
## 19 Perugia 146098 0.92 0.02 222.58
## 20 Belluno 54054 0.27 0.02 266.34
## 21 Pescara 64886 0.45 0.01 203.46
## 22 Catanzaro 31317 0.89 0.01 87.40
## 23 Napoli 726058 0.32 0.01 235.36
## 24 Bologna 279336 0.25 0.01 275.31
## 25 Viterbo 54206 0.60 0.01 170.98## daily_growth per_capita trend total_cases
## Min. :0.1900 Min. : 87.4 Min. :0.0100 Min. : 11712
## 1st Qu.:0.4200 1st Qu.:180.5 1st Qu.:0.0200 1st Qu.: 40732
## Median :0.6000 Median :217.8 Median :0.0400 Median : 63618
## Mean :0.5992 Mean :207.7 Mean :0.0764 Mean :129847
## 3rd Qu.:0.8000 3rd Qu.:225.3 3rd Qu.:0.1300 3rd Qu.:106170
## Max. :1.1900 Max. :313.7 Max. :0.3200 Max. :840533With a steady or declining rate of increase
## province total_cases daily_growth trend per_capita
## 1 Salerno 211356 0.48 0.00 192.40
## 2 Ferrara 82758 0.26 0.00 239.40
## 3 Rimini 116948 0.17 0.00 344.96
## 4 Prato 66237 0.18 0.00 257.02
## 5 Terni 46281 0.92 0.00 205.12
## 6 Valle d'Aosta / Vallée d'Aoste 28943 0.09 0.00 230.32
## 7 Chieti 77080 0.48 -0.01 199.90
## 8 Caserta 190553 0.52 -0.01 206.46
## 9 Piacenza 63999 0.17 -0.01 222.87
## 10 Parma 96484 0.19 -0.01 213.63
## 11 Reggio nell'Emilia 135941 0.20 -0.01 255.58
## 12 Como 148149 0.25 -0.01 247.24
## 13 Lodi 53247 0.17 -0.01 231.31
## 14 Monza e della Brianza 218430 0.19 -0.01 249.94
## 15 Brindisi 72314 0.53 -0.01 184.02
## 16 Ragusa 63620 0.86 -0.01 198.26
## 17 Pistoia 74213 0.29 -0.01 253.74
## 18 Modena 183340 0.21 -0.02 259.91
## 19 Pordenone 76430 0.19 -0.02 244.55
## 20 Varese 219844 0.20 -0.02 246.80
## 21 Bergamo 187178 0.15 -0.02 167.93
## 22 Trento 142691 0.18 -0.02 263.71
## 23 Novara 75712 0.14 -0.02 205.17
## 24 Asti 45828 0.15 -0.02 213.51
## 25 Verbano-Cusio-Ossola 36101 0.21 -0.02 227.98
## 26 Lucca 91501 0.59 -0.02 235.90
## 27 Pisa 102360 0.40 -0.02 244.27
## 28 Ravenna 111865 0.21 -0.03 287.23
## 29 Milano 779067 0.21 -0.03 239.69
## 30 Brescia 300170 0.17 -0.03 237.11
## 31 Cremona 78861 0.20 -0.03 219.70
## 32 Mantova 98844 0.19 -0.03 239.74
## 33 Vercelli 35673 0.17 -0.03 208.72
## 34 Cuneo 132789 0.08 -0.03 226.18
## 35 Massa-Carrara 41663 0.48 -0.03 213.79
## 36 Firenze 258935 0.28 -0.03 256.03
## 37 Vicenza 242256 0.27 -0.03 280.90
## 38 Treviso 253395 0.23 -0.03 285.42
## 39 Padova 261472 0.34 -0.03 278.78
## 40 Trieste 68732 0.22 -0.04 293.11
## 41 Imperia 50745 0.15 -0.04 237.30
## 42 Biella 38601 0.11 -0.04 219.84
## 43 Bari 257649 0.49 -0.04 205.79
## 44 Livorno 76569 0.51 -0.04 228.68
## 45 Verona 260750 0.21 -0.04 281.44
## 46 Pavia 126424 0.16 -0.05 231.59
## 47 Lecco 67884 0.21 -0.05 201.21
## 48 Torino 532897 0.12 -0.05 235.84
## 49 Alessandria 83511 0.24 -0.05 198.23
## 50 Lecce 144650 1.05 -0.05 181.92
## 51 Catania 192833 0.35 -0.05 174.08
## 52 Arezzo 81392 0.50 -0.05 237.53
## 53 Grosseto 44216 0.76 -0.05 199.50
## 54 Venezia 224429 0.37 -0.05 263.00
## 55 Reggio di Calabria 100434 0.77 -0.06 183.27
## 56 Benevento 42424 0.75 -0.06 153.15
## 57 Udine 130914 0.13 -0.06 247.57
## 58 Cagliari 54044 0.75 -0.06 125.38
## 59 Palermo 203864 0.78 -0.06 162.75
## 60 Rovigo 56092 0.27 -0.06 238.75
## 61 Savona 58782 0.25 -0.07 212.93
## 62 Genova 186154 0.29 -0.07 221.30
## 63 Caltanissetta 53390 0.50 -0.07 203.42
## 64 Latina 114421 0.50 -0.08 198.91
## 65 Bolzano / Bozen 194958 0.19 -0.08 367.03
## 66 Taranto 105723 0.45 -0.08 183.31
## 67 Nuoro 29158 0.21 -0.08 139.81
## 68 Siena 59000 0.68 -0.08 220.81
## 69 Foggia 122373 0.40 -0.10 196.68
## 70 Barletta-Andria-Trani 76322 0.37 -0.10 195.69
## 71 Potenza 56477 0.53 -0.11 154.75
## 72 Siracusa 80578 0.47 -0.11 201.84
## 73 Cosenza 55583 1.30 -0.13 78.76
## 74 Matera 32037 0.57 -0.18 161.88
## 75 Sud Sardegna 35753 0.57 -0.18 101.94
## 76 Trapani 62797 0.91 -0.20 145.87
## 77 Oristano 22559 0.45 -0.25 143.04
## 78 Agrigento 62361 0.98 -0.26 143.40
## 79 Sassari 52547 1.04 -0.27 106.90
## 80 Enna 25122 0.29 -0.40 152.45
## 81 Vibo Valentia 28755 0.13 -0.47 179.64
## 82 Crotone 24615 0.15 -0.72 140.67## daily_growth per_capita trend total_cases
## Min. :0.0800 Min. : 78.76 Min. :-0.72000 Min. : 22559
## 1st Qu.:0.1900 1st Qu.:186.12 1st Qu.:-0.07000 1st Qu.: 54429
## Median :0.2700 Median :216.75 Median :-0.04000 Median : 79720
## Mean :0.3821 Mean :214.22 Mean :-0.07085 Mean :120501
## 3rd Qu.:0.5000 3rd Qu.:243.14 3rd Qu.:-0.02000 3rd Qu.:147274
## Max. :1.3000 Max. :367.03 Max. : 0.00000 Max. :779067Trend is an approximation = (current_rate-cubic_rate)x100
Provinces per capita (expressed as per thousand people) ‰ rate.
## province total_cases per_capita pos
## Bolzano / Bozen 194958 367.03 1
## Rimini 116948 344.96 2
## Forlì-Cesena 123801 313.72 3
## Trieste 68732 293.11 4
## Ravenna 111865 287.23 5
## Treviso 253395 285.42 6
## Verona 260750 281.44 7
## Vicenza 242256 280.90 8
## Padova 261472 278.78 9
## Bologna 279336 275.31 10
## Belluno 54054 266.34 11
## Trento 142691 263.71 12
## Venezia 224429 263.00 13
## Modena 183340 259.91 14
## Prato 66237 257.02 15
## Firenze 258935 256.03 16
## Reggio nell'Emilia 135941 255.58 17
## Gorizia 35555 255.05 18
## Pistoia 74213 253.74 19
## Monza e della Brianza 218430 249.94 20
## Udine 130914 247.57 21
## Como 148149 247.24 22
## Varese 219844 246.80 23
## Pordenone 76430 244.55 24
## Pisa 102360 244.27 25
## Mantova 98844 239.74 26
## Milano 779067 239.69 27
## Ferrara 82758 239.40 28
## Rovigo 56092 238.75 29
## Arezzo 81392 237.53 30
## Imperia 50745 237.30 31
## Brescia 300170 237.11 32
## Lucca 91501 235.90 33
## Torino 532897 235.84 34
## Napoli 726058 235.36 35
## Fermo 40294 231.84 36
## Pavia 126424 231.59 37
## Lodi 53247 231.31 38
## Valle d'Aosta / Vallée d'Aoste 28943 230.32 39
## Livorno 76569 228.68 40
## Verbano-Cusio-Ossola 36101 227.98 41
## Cuneo 132789 226.18 42
## Ancona 106170 225.30 43
## Sondrio 40732 224.92 44
## Teramo 68798 223.33 45
## Piacenza 63999 222.87 46
## Perugia 146098 222.58 47
## Macerata 69565 221.42 48
## Genova 186154 221.30 49
## Siena 59000 220.81 50
## Biella 38601 219.84 51
## Cremona 78861 219.70 52
## Ascoli Piceno 45486 219.55 53
## La Spezia 47817 217.79 54
## Rieti 33595 216.04 55
## Massa-Carrara 41663 213.79 56
## Parma 96484 213.63 57
## Asti 45828 213.51 58
## Savona 58782 212.93 59
## Vercelli 35673 208.72 60
## Caserta 190553 206.46 61
## Bari 257649 205.79 62
## Novara 75712 205.17 63
## Terni 46281 205.12 64
## Pescara 64886 203.46 65
## Caltanissetta 53390 203.42 66
## Siracusa 80578 201.84 67
## L'Aquila 60171 201.22 68
## Lecco 67884 201.21 69
## Chieti 77080 199.90 70
## Grosseto 44216 199.50 71
## Latina 114421 198.91 72
## Ragusa 63620 198.26 73
## Alessandria 83511 198.23 74
## Pesaro e Urbino 71141 198.23 75
## Foggia 122373 196.68 76
## Barletta-Andria-Trani 76322 195.69 77
## Roma 840533 193.57 78
## Salerno 211356 192.40 79
## Brindisi 72314 184.02 80
## Taranto 105723 183.31 81
## Reggio di Calabria 100434 183.27 82
## Lecce 144650 181.92 83
## Frosinone 88287 180.52 84
## Vibo Valentia 28755 179.64 85
## Messina 112245 179.05 86
## Catania 192833 174.08 87
## Viterbo 54206 170.98 88
## Bergamo 187178 167.93 89
## Palermo 203864 162.75 90
## Matera 32037 161.88 91
## Potenza 56477 154.75 92
## Benevento 42424 153.15 93
## Enna 25122 152.45 94
## Avellino 63618 152.08 95
## Trapani 62797 145.87 96
## Agrigento 62361 143.40 97
## Oristano 22559 143.04 98
## Crotone 24615 140.67 99
## Nuoro 29158 139.81 100
## Isernia 11712 138.80 101
## Campobasso 30708 138.80 102
## Cagliari 54044 125.38 103
## Sassari 52547 106.90 104
## Sud Sardegna 35753 101.94 105
## Catanzaro 31317 87.40 106
## Cosenza 55583 78.76 107Provinces - total cases per density (population per square kilometer).
## province total_cases density total_case_density pos
## Bolzano / Bozen 194958 71.80160 2715.23 1
## Trento 142691 87.17736 1636.79 2
## Torino 532897 330.97311 1610.09 3
## Cuneo 132789 85.15050 1559.46 4
## Perugia 146098 103.57943 1410.49 5
## Foggia 122373 88.79030 1378.22 6
## Udine 130914 106.41309 1230.24 7
## Brescia 300170 264.54052 1134.68 8
## Roma 840533 809.62840 1038.17 9
## Potenza 56477 55.34498 1020.45 10
## Bologna 279336 274.05476 1019.27 11
## L'Aquila 60171 59.24532 1015.62 12
## Belluno 54054 56.21912 961.49 13
## Salerno 211356 221.74028 953.17 14
## Firenze 258935 287.83402 899.60 15
## Grosseto 44216 49.21617 898.40 16
## Verona 260750 299.22908 871.41 17
## Siena 59000 69.93195 843.68 18
## Sassari 52547 63.90887 822.22 19
## Palermo 203864 250.05708 815.27 20
## Bari 257649 324.12170 794.91 21
## Nuoro 29158 36.99029 788.26 22
## Arezzo 81392 105.98664 767.95 23
## Vicenza 242256 316.78018 764.74 24
## Valle d'Aosta / Vallée d'Aoste 28943 38.53775 751.03 25
## Forlì-Cesena 123801 165.92694 746.12 26
## Parma 96484 131.00626 736.48 27
## Sondrio 40732 56.66864 718.77 28
## Treviso 253395 358.01588 707.78 29
## Alessandria 83511 118.37862 705.46 30
## Modena 183340 262.43447 698.61 31
## Pavia 126424 183.88830 687.50 32
## Sud Sardegna 35753 53.70427 665.74 33
## Venezia 224429 345.07829 650.37 34
## Ferrara 82758 131.57268 628.99 35
## Catania 192833 309.97578 622.09 36
## Viterbo 54206 87.69451 618.12 37
## Macerata 69565 113.04154 615.39 38
## Padova 261472 437.43216 597.74 39
## Pisa 102360 171.39814 597.21 40
## Rieti 33595 56.54151 594.17 41
## Reggio di Calabria 100434 170.70269 588.36 42
## Frosinone 88287 150.62784 586.13 43
## Reggio nell'Emilia 135941 232.15075 585.57 44
## Messina 112245 191.93561 584.81 45
## Piacenza 63999 111.05108 576.30 46
## Matera 32037 56.88944 563.14 47
## Mantova 98844 176.09135 561.32 48
## Pordenone 76430 137.35583 556.44 49
## Caserta 190553 348.12117 547.38 50
## Ravenna 111865 209.45339 534.08 51
## Cosenza 55583 105.18521 528.43 52
## Chieti 77080 148.32963 519.65 53
## Verbano-Cusio-Ossola 36101 70.03844 515.45 54
## Lecce 144650 284.09060 509.17 55
## Pesaro e Urbino 71141 139.76868 508.99 56
## Bergamo 187178 404.58987 462.64 57
## Taranto 105723 233.75747 452.28 58
## Latina 114421 254.97314 448.76 59
## Ancona 106170 240.02895 442.32 60
## Agrigento 62361 142.44865 437.78 61
## Teramo 68798 157.62479 436.47 62
## Terni 46281 106.06886 436.33 63
## Caltanissetta 53390 122.73178 435.01 64
## Rovigo 56092 129.09632 434.50 65
## Vercelli 35673 82.10553 434.48 66
## Siracusa 80578 187.94152 428.74 67
## Oristano 22559 52.73767 427.76 68
## Avellino 63618 149.07746 426.74 69
## Lucca 91501 218.64022 418.50 70
## Campobasso 30708 75.62966 406.03 71
## Genova 186154 458.72190 405.81 72
## Enna 25122 64.00363 392.51 73
## Cremona 78861 202.75287 388.95 74
## Milano 779067 2063.05311 377.63 75
## Trapani 62797 174.30973 360.26 76
## Brindisi 72314 211.12565 342.52 77
## Savona 58782 178.53595 329.24 78
## Asti 45828 142.12833 322.44 79
## Ragusa 63620 197.60530 321.95 80
## Benevento 42424 133.15802 318.60 81
## Como 148149 468.48736 316.23 82
## Barletta-Andria-Trani 76322 252.77368 301.94 83
## Rimini 116948 391.92064 298.40 84
## Varese 219844 743.39525 295.73 85
## Livorno 76569 275.91783 277.51 86
## Napoli 726058 2616.67500 277.47 87
## Novara 75712 275.33526 274.98 88
## Imperia 50745 185.18127 274.03 89
## Ascoli Piceno 45486 168.68667 269.65 90
## Pescara 64886 259.21479 250.32 91
## Massa-Carrara 41663 168.78376 246.84 92
## Pistoia 74213 303.34394 244.65 93
## Crotone 24615 100.81509 244.16 94
## Isernia 11712 54.96446 213.08 95
## Catanzaro 31317 148.34605 211.11 96
## Vibo Valentia 28755 139.11887 206.69 97
## Biella 38601 192.26015 200.77 98
## Fermo 40294 201.44811 200.02 99
## La Spezia 47817 249.10515 191.96 100
## Lodi 53247 294.00766 181.11 101
## Lecco 67884 418.79293 162.09 102
## Cagliari 54044 345.20057 156.56 103
## Gorizia 35555 293.23529 121.25 104
## Monza e della Brianza 218430 2155.69307 101.33 105
## Prato 66237 704.79102 93.98 106
## Trieste 68732 1103.47778 62.29 107Graphs - Total case progression - Provinces by region (for the most recent days observed)
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## L'Aquila 60171 0.60 0.55 201.22
## Teramo 68798 0.54 0.51 223.33
## Pescara 64886 0.45 0.44 203.46
## Chieti 77080 0.48 0.49 199.90
## daily_growth three_day_rate total_cases per_capita
## Min. :0.4474 Min. :0.4369 Min. :60171 Min. :199.9
## 1st Qu.:0.4716 1st Qu.:0.4770 1st Qu.:63707 1st Qu.:200.9
## Median :0.5080 Median :0.5005 Median :66842 Median :202.3
## Mean :0.5163 Mean :0.4974 Mean :67734 Mean :207.0
## 3rd Qu.:0.5527 3rd Qu.:0.5208 3rd Qu.:70868 3rd Qu.:208.4
## Max. :0.6019 Max. :0.5517 Max. :77080 Max. :223.3
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Potenza 56477 0.53 0.64 154.75
## Matera 32037 0.57 0.75 161.88
## daily_growth three_day_rate total_cases per_capita
## Min. :0.5322 Min. :0.6414 Min. :32037 Min. :154.7
## 1st Qu.:0.5404 1st Qu.:0.6680 1st Qu.:38147 1st Qu.:156.5
## Median :0.5486 Median :0.6946 Median :44257 Median :158.3
## Mean :0.5486 Mean :0.6946 Mean :44257 Mean :158.3
## 3rd Qu.:0.5568 3rd Qu.:0.7211 3rd Qu.:50367 3rd Qu.:160.1
## Max. :0.5650 Max. :0.7477 Max. :56477 Max. :161.9
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Cosenza 55583 1.30 1.43 78.76
## Catanzaro 31317 0.89 0.88 87.40
## Reggio di Calabria 100434 0.77 0.83 183.27
## Crotone 24615 0.15 0.87 140.67
## Vibo Valentia 28755 0.13 0.60 179.64
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1254 Min. :0.5959 Min. : 24615 Min. : 78.76
## 1st Qu.:0.1505 1st Qu.:0.8318 1st Qu.: 28755 1st Qu.: 87.40
## Median :0.7706 Median :0.8736 Median : 31317 Median :140.67
## Mean :0.6473 Mean :0.9226 Mean : 48141 Mean :133.95
## 3rd Qu.:0.8924 3rd Qu.:0.8806 3rd Qu.: 55583 3rd Qu.:179.64
## Max. :1.2976 Max. :1.4313 Max. :100434 Max. :183.27
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Caserta 190553 0.52 0.52 206.46
## Benevento 42424 0.75 0.81 153.15
## Napoli 726058 0.32 0.32 235.36
## Avellino 63618 0.79 0.77 152.08
## Salerno 211356 0.48 0.48 192.40
## daily_growth three_day_rate total_cases per_capita
## Min. :0.3249 Min. :0.3163 Min. : 42424 Min. :152.1
## 1st Qu.:0.4759 1st Qu.:0.4762 1st Qu.: 63618 1st Qu.:153.1
## Median :0.5164 Median :0.5246 Median :190553 Median :192.4
## Mean :0.5707 Mean :0.5791 Mean :246802 Mean :187.9
## 3rd Qu.:0.7457 3rd Qu.:0.7726 3rd Qu.:211356 3rd Qu.:206.5
## Max. :0.7906 Max. :0.8056 Max. :726058 Max. :235.4
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Piacenza 63999 0.17 0.18 222.87
## Parma 96484 0.19 0.20 213.63
## Reggio nell'Emilia 135941 0.20 0.22 255.58
## Modena 183340 0.21 0.22 259.91
## Bologna 279336 0.25 0.25 275.31
## Ferrara 82758 0.26 0.26 239.40
## Ravenna 111865 0.21 0.24 287.23
## Forlì-Cesena 123801 0.25 0.24 313.72
## Rimini 116948 0.17 0.17 344.96
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1722 Min. :0.1705 Min. : 63999 Min. :213.6
## 1st Qu.:0.1932 1st Qu.:0.2012 1st Qu.: 96484 1st Qu.:239.4
## Median :0.2087 Median :0.2248 Median :116948 Median :259.9
## Mean :0.2138 Mean :0.2193 Mean :132719 Mean :268.1
## 3rd Qu.:0.2518 3rd Qu.:0.2364 3rd Qu.:135941 3rd Qu.:287.2
## Max. :0.2580 Max. :0.2616 Max. :279336 Max. :345.0
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Udine 130914 0.13 0.19 247.57
## Gorizia 35555 0.19 0.17 255.05
## Trieste 68732 0.22 0.26 293.11
## Pordenone 76430 0.19 0.22 244.55
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1277 Min. :0.1674 Min. : 35555 Min. :244.6
## 1st Qu.:0.1735 1st Qu.:0.1827 1st Qu.: 60438 1st Qu.:246.8
## Median :0.1901 Median :0.2019 Median : 72581 Median :251.3
## Mean :0.1828 Mean :0.2085 Mean : 77908 Mean :260.1
## 3rd Qu.:0.1993 3rd Qu.:0.2276 3rd Qu.: 90051 3rd Qu.:264.6
## Max. :0.2231 Max. :0.2628 Max. :130914 Max. :293.1
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Viterbo 54206 0.60 0.59 170.98
## Rieti 33595 0.85 0.60 216.04
## Roma 840533 0.56 0.54 193.57
## Latina 114421 0.50 0.58 198.91
## Frosinone 88287 0.75 0.70 180.52
## daily_growth three_day_rate total_cases per_capita
## Min. :0.4980 Min. :0.5405 Min. : 33595 Min. :171.0
## 1st Qu.:0.5568 1st Qu.:0.5806 1st Qu.: 54206 1st Qu.:180.5
## Median :0.5976 Median :0.5867 Median : 88287 Median :193.6
## Mean :0.6513 Mean :0.5998 Mean :226208 Mean :192.0
## 3rd Qu.:0.7543 3rd Qu.:0.5954 3rd Qu.:114421 3rd Qu.:198.9
## Max. :0.8495 Max. :0.6956 Max. :840533 Max. :216.0
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Imperia 50745 0.15 0.19 237.30
## Savona 58782 0.25 0.31 212.93
## Genova 186154 0.29 0.36 221.30
## La Spezia 47817 0.43 0.40 217.79
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1539 Min. :0.1892 Min. : 47817 Min. :212.9
## 1st Qu.:0.2239 1st Qu.:0.2823 1st Qu.: 50013 1st Qu.:216.6
## Median :0.2680 Median :0.3377 Median : 54764 Median :219.5
## Mean :0.2807 Mean :0.3152 Mean : 85874 Mean :222.3
## 3rd Qu.:0.3247 3rd Qu.:0.3707 3rd Qu.: 90625 3rd Qu.:225.3
## Max. :0.4327 Max. :0.3963 Max. :186154 Max. :237.3
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Varese 219844 0.20 0.22 246.80
## Como 148149 0.25 0.26 247.24
## Sondrio 40732 0.27 0.23 224.92
## Milano 779067 0.21 0.24 239.69
## Bergamo 187178 0.15 0.17 167.93
## Brescia 300170 0.17 0.20 237.11
## Pavia 126424 0.16 0.21 231.59
## Cremona 78861 0.20 0.23 219.70
## Mantova 98844 0.19 0.22 239.74
## Lecco 67884 0.21 0.27 201.21
## Lodi 53247 0.17 0.18 231.31
## Monza e della Brianza 218430 0.19 0.20 249.94
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1514 Min. :0.1750 Min. : 40732 Min. :167.9
## 1st Qu.:0.1735 1st Qu.:0.1969 1st Qu.: 76117 1st Qu.:223.6
## Median :0.1945 Median :0.2193 Median :137286 Median :234.4
## Mean :0.1978 Mean :0.2186 Mean :193236 Mean :228.1
## 3rd Qu.:0.2139 3rd Qu.:0.2331 3rd Qu.:218784 3rd Qu.:241.5
## Max. :0.2659 Max. :0.2686 Max. :779067 Max. :249.9
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Pesaro e Urbino 71141 0.42 0.35 198.23
## Ancona 106170 0.56 0.48 225.30
## Macerata 69565 0.67 0.53 221.42
## Ascoli Piceno 45486 0.81 0.65 219.55
## Fermo 40294 0.75 0.60 231.84
## daily_growth three_day_rate total_cases per_capita
## Min. :0.4249 Min. :0.3477 Min. : 40294 Min. :198.2
## 1st Qu.:0.5636 1st Qu.:0.4818 1st Qu.: 45486 1st Qu.:219.5
## Median :0.6671 Median :0.5254 Median : 69565 Median :221.4
## Mean :0.6443 Mean :0.5198 Mean : 66531 Mean :219.3
## 3rd Qu.:0.7526 3rd Qu.:0.5969 3rd Qu.: 71141 3rd Qu.:225.3
## Max. :0.8134 Max. :0.6473 Max. :106170 Max. :231.8
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Campobasso 30708 0.85 0.71 138.8
## Isernia 11712 0.80 0.61 138.8
## daily_growth three_day_rate total_cases per_capita
## Min. :0.8004 Min. :0.6108 Min. :11712 Min. :138.8
## 1st Qu.:0.8121 1st Qu.:0.6367 1st Qu.:16461 1st Qu.:138.8
## Median :0.8239 Median :0.6627 Median :21210 Median :138.8
## Mean :0.8239 Mean :0.6627 Mean :21210 Mean :138.8
## 3rd Qu.:0.8356 3rd Qu.:0.6886 3rd Qu.:25959 3rd Qu.:138.8
## Max. :0.8473 Max. :0.7146 Max. :30708 Max. :138.8
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Torino 532897 0.12 0.17 235.84
## Vercelli 35673 0.17 0.20 208.72
## Novara 75712 0.14 0.16 205.17
## Cuneo 132789 0.08 0.11 226.18
## Asti 45828 0.15 0.17 213.51
## Alessandria 83511 0.24 0.29 198.23
## Biella 38601 0.11 0.14 219.84
## Verbano-Cusio-Ossola 36101 0.21 0.23 227.98
## daily_growth three_day_rate total_cases per_capita
## Min. :0.07914 Min. :0.1072 Min. : 35673 Min. :198.2
## 1st Qu.:0.11944 1st Qu.:0.1555 1st Qu.: 37976 1st Qu.:207.8
## Median :0.14460 Median :0.1707 Median : 60770 Median :216.7
## Mean :0.15285 Mean :0.1848 Mean :122639 Mean :216.9
## 3rd Qu.:0.17910 3rd Qu.:0.2095 3rd Qu.: 95830 3rd Qu.:226.6
## Max. :0.24488 Max. :0.2923 Max. :532897 Max. :235.8
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Foggia 122373 0.40 0.50 196.68
## Bari 257649 0.49 0.53 205.79
## Taranto 105723 0.45 0.52 183.31
## Brindisi 72314 0.53 0.54 184.02
## Lecce 144650 1.05 1.10 181.92
## Barletta-Andria-Trani 76322 0.37 0.46 195.69
## daily_growth three_day_rate total_cases per_capita
## Min. :0.3656 Min. :0.4642 Min. : 72314 Min. :181.9
## 1st Qu.:0.4119 1st Qu.:0.5062 1st Qu.: 83672 1st Qu.:183.5
## Median :0.4700 Median :0.5266 Median :114048 Median :189.9
## Mean :0.5468 Mean :0.6092 Mean :129838 Mean :191.2
## 3rd Qu.:0.5206 3rd Qu.:0.5381 3rd Qu.:139081 3rd Qu.:196.4
## Max. :1.0450 Max. :1.0968 Max. :257649 Max. :205.8
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Sassari 52547 1.04 1.31 106.90
## Nuoro 29158 0.21 0.29 139.81
## Cagliari 54044 0.75 0.81 125.38
## Oristano 22559 0.45 0.70 143.04
## Sud Sardegna 35753 0.57 0.75 101.94
## daily_growth three_day_rate total_cases per_capita
## Min. :0.2096 Min. :0.2909 Min. :22559 Min. :101.9
## 1st Qu.:0.4453 1st Qu.:0.6952 1st Qu.:29158 1st Qu.:106.9
## Median :0.5682 Median :0.7495 Median :35753 Median :125.4
## Mean :0.6022 Mean :0.7704 Mean :38812 Mean :123.4
## 3rd Qu.:0.7513 3rd Qu.:0.8098 3rd Qu.:52547 3rd Qu.:139.8
## Max. :1.0364 Max. :1.3066 Max. :54044 Max. :143.0
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Trapani 62797 0.91 1.10 145.87
## Palermo 203864 0.78 0.84 162.75
## Messina 112245 1.19 0.87 179.05
## Agrigento 62361 0.98 1.24 143.40
## Caltanissetta 53390 0.50 0.57 203.42
## Enna 25122 0.29 0.69 152.45
## Catania 192833 0.35 0.40 174.08
## Ragusa 63620 0.86 0.87 198.26
## Siracusa 80578 0.47 0.58 201.84
## daily_growth three_day_rate total_cases per_capita
## Min. :0.2914 Min. :0.3990 Min. : 25122 Min. :143.4
## 1st Qu.:0.4663 1st Qu.:0.5771 1st Qu.: 62361 1st Qu.:152.5
## Median :0.7816 Median :0.8379 Median : 63620 Median :174.1
## Mean :0.7028 Mean :0.7957 Mean : 95201 Mean :173.5
## 3rd Qu.:0.9079 3rd Qu.:0.8738 3rd Qu.:112245 3rd Qu.:198.3
## Max. :1.1909 Max. :1.2386 Max. :203864 Max. :203.4
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
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## [1] Shown in more detail: recent observations, for the past 30 days
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## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Massa-Carrara 41663 0.48 0.51 213.79
## Lucca 91501 0.59 0.61 235.90
## Pistoia 74213 0.29 0.29 253.74
## Firenze 258935 0.28 0.31 256.03
## Livorno 76569 0.51 0.55 228.68
## Pisa 102360 0.40 0.41 244.27
## Arezzo 81392 0.50 0.55 237.53
## Siena 59000 0.68 0.77 220.81
## Grosseto 44216 0.76 0.82 199.50
## Prato 66237 0.18 0.18 257.02
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1845 Min. :0.1839 Min. : 41663 Min. :199.5
## 1st Qu.:0.3139 1st Qu.:0.3366 1st Qu.: 60809 1st Qu.:222.8
## Median :0.4894 Median :0.5266 Median : 75391 Median :236.7
## Mean :0.4672 Mean :0.4989 Mean : 89609 Mean :234.7
## 3rd Qu.:0.5693 3rd Qu.:0.5908 3rd Qu.: 88974 3rd Qu.:251.4
## Max. :0.7634 Max. :0.8152 Max. :258935 Max. :257.0
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
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## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Bolzano / Bozen 194958 0.19 0.27 367.03
## Trento 142691 0.18 0.20 263.71
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1769 Min. :0.2015 Min. :142691 Min. :263.7
## 1st Qu.:0.1804 1st Qu.:0.2179 1st Qu.:155758 1st Qu.:289.5
## Median :0.1838 Median :0.2344 Median :168824 Median :315.4
## Mean :0.1838 Mean :0.2344 Mean :168824 Mean :315.4
## 3rd Qu.:0.1872 3rd Qu.:0.2508 3rd Qu.:181891 3rd Qu.:341.2
## Max. :0.1907 Max. :0.2673 Max. :194958 Max. :367.0
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Perugia 146098 0.92 0.90 222.58
## Terni 46281 0.92 0.93 205.12
## daily_growth three_day_rate total_cases per_capita
## Min. :0.9152 Min. :0.8982 Min. : 46281 Min. :205.1
## 1st Qu.:0.9176 1st Qu.:0.9051 1st Qu.: 71235 1st Qu.:209.5
## Median :0.9199 Median :0.9120 Median : 96190 Median :213.8
## Mean :0.9199 Mean :0.9120 Mean : 96190 Mean :213.8
## 3rd Qu.:0.9223 3rd Qu.:0.9189 3rd Qu.:121144 3rd Qu.:218.2
## Max. :0.9246 Max. :0.9258 Max. :146098 Max. :222.6
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate
## Valle d'Aosta / Vallée d'Aoste 28943 0.09 0.1
## per_capita
## 230.32
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] "2022-03-13"
## province total_cases daily_growth three_day_rate per_capita
## Verona 260750 0.21 0.24 281.44
## Vicenza 242256 0.27 0.30 280.90
## Belluno 54054 0.27 0.25 266.34
## Treviso 253395 0.23 0.26 285.42
## Venezia 224429 0.37 0.42 263.00
## Padova 261472 0.34 0.37 278.78
## Rovigo 56092 0.27 0.33 238.75
## daily_growth three_day_rate total_cases per_capita
## Min. :0.2052 Min. :0.2438 Min. : 54054 Min. :238.8
## 1st Qu.:0.2487 1st Qu.:0.2585 1st Qu.:140260 1st Qu.:264.7
## Median :0.2715 Median :0.2968 Median :242256 Median :278.8
## Mean :0.2800 Mean :0.3104 Mean :193207 Mean :270.7
## 3rd Qu.:0.3060 3rd Qu.:0.3470 3rd Qu.:257072 3rd Qu.:281.2
## Max. :0.3739 Max. :0.4212 Max. :261472 Max. :285.4
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
## [1] Shown in more detail: recent observations, for the past 30 days
This document’s processing time: 1.69219606320063